2025
Why Uncertainty Estimation Methods Fall Short in RAG: An Axiomatic Analysis
ACL 2025finding
Large Language Models (LLMs) are valued for their strong performance across various tasks, but they also produce inaccurate or misleading outputs. Uncertainty Estimation (UE) quantifies the model’s confidence and helps users assess response reliability. However, existing UE methods have not been tho…